Quantitative Enhancement of Spectral Imaging in Photon-Counting CT via Dynamic Energy Thresholding.

Donghyeon Lee, Xiao Jiang, J Webster Stayman, Grace J Gang
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Abstract

Photon-counting computed tomography (PCCT) offers several advantages over conventional spectral systems including improved material separation, reduction of artifacts, and better quantitation. However, imaging performance largely depends on the spectral separation set by energy thresholds, and optimal thresholding can vary by the particular diagnostic task as well as patient anatomy. In most commercial photon-counting detectors (PCDs), the energy thresholds are predefined and fixed, and the capability for dynamic threshold modulation during a scan remains underexplored. In this work, we propose to determine optimal dynamic thresholds that maximize spectral imaging performance given knowledge of patient anatomy from a prior scan or a low-dose 3D scout. Through two-bin PCD simulations under various conditions, we investigated changes in optimal thresholds and assessed potential improvements in dual-energy material decomposition. The simulations include single-pixel decomposition across varying material thicknesses and total photon counts after attenuation, as well as the decomposition of a digital pelvic phantom, which has iodine enhancement in the prostatic arteries. Results demonstrate that the optimal energy threshold changes from 35 to 75 keV in water-calcium decomposition; replacing a fixed threshold with the optimal threshold yields RMSE reductions over 30%, especially in low-count regimes (total photon counts < 100); and pixel-wise threshold modulation in pelvic CT simulations provides 6.9% and 17.2% RMSE reductions for water and iodine, respectively, with reduced streak artifacts. These findings show that dynamic threshold modulation can offer substantial improvements in spectral imaging accuracy for low-dose protocols and challenging anatomical regions when integrated into PCCT systems.

基于动态能量阈值的光子计数CT光谱成像定量增强。
光子计数计算机断层扫描(PCCT)提供了优于传统光谱系统的几个优点,包括改进的材料分离,减少伪影,更好的定量。然而,成像性能在很大程度上取决于能量阈值设置的光谱分离,最佳阈值可以根据特定的诊断任务以及患者解剖结构而变化。在大多数商用光子计数探测器(PCDs)中,能量阈值是预定义和固定的,并且在扫描过程中动态阈值调制的能力仍未得到充分开发。在这项工作中,我们建议确定最佳动态阈值,以最大限度地提高光谱成像性能,因为从先前的扫描或低剂量3D侦察中获得了患者解剖知识。通过不同条件下的双箱PCD模拟,我们研究了最佳阈值的变化,并评估了双能材料分解的潜在改进。模拟包括在不同材料厚度上的单像素分解和衰减后的总光子计数,以及在前列腺动脉中具有碘增强的数字骨盆幻像的分解。结果表明:水钙分解的最佳能量阈值为35 ~ 75 keV;用最佳阈值取代固定阈值可使RMSE降低30%以上,特别是在低计数状态下(总光子计数< 100);骨盆CT模拟中的逐像素阈值调制分别为水和碘提供了6.9%和17.2%的RMSE降低,同时减少了条纹伪影。这些发现表明,动态阈值调制可以在集成到PCCT系统中时,为低剂量方案和具有挑战性的解剖区域提供光谱成像精度的实质性改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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